Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "150" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 67 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 65 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459883 | RF_maintenance | 100.00% | 100.00% | 0.22% | 0.00% | - | - | 15.589000 | 4.608405 | 55.988688 | 37.525597 | 7.878007 | 7.379846 | 6.395333 | -4.264914 | 0.0540 | 0.2993 | 0.1507 | nan | nan |
| 2459882 | RF_maintenance | 100.00% | 99.95% | 0.76% | 0.00% | - | - | 25.881238 | 8.007690 | 62.388975 | 44.616946 | 11.165268 | 10.470220 | 3.098674 | -2.238581 | 0.0536 | 0.3084 | 0.1625 | nan | nan |
| 2459881 | RF_maintenance | 100.00% | 97.93% | 0.00% | 0.00% | - | - | 14.588528 | 5.160219 | 71.281776 | 49.486524 | 22.008571 | 20.056809 | 9.349128 | 5.853843 | 0.0683 | 0.4099 | 0.2327 | nan | nan |
| 2459880 | RF_maintenance | 100.00% | 100.00% | 0.62% | 0.00% | - | - | 17.782749 | 5.238399 | 59.038129 | 39.851675 | 6.783216 | 6.252713 | 3.085430 | -2.739817 | 0.0498 | 0.2891 | 0.1411 | nan | nan |
| 2459879 | RF_maintenance | 100.00% | 100.00% | 7.41% | 0.00% | - | - | 9.277913 | 1.426536 | 10.396539 | 0.733194 | 1.384787 | 0.379391 | 2.901774 | -2.894257 | 0.0421 | 0.2653 | 0.0918 | nan | nan |
| 2459878 | RF_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 15.999521 | 5.012816 | 71.515558 | 46.986521 | 11.581788 | 9.363508 | 9.500149 | -5.031830 | 0.0525 | 0.2811 | 0.1060 | nan | nan |
| 2459876 | RF_maintenance | 100.00% | 100.00% | 0.75% | 0.00% | - | - | 18.157988 | 3.234096 | 51.394091 | 29.770238 | 29.798145 | 21.228733 | 8.126281 | -2.799075 | 0.0494 | 0.3067 | 0.0639 | nan | nan |
| 2459875 | RF_maintenance | 100.00% | 100.00% | 0.48% | 0.00% | - | - | 19.122962 | 4.474985 | 67.332110 | 44.727187 | 13.292381 | 9.559611 | 4.275396 | 5.359168 | 0.0507 | 0.3260 | 0.1063 | nan | nan |
| 2459874 | RF_maintenance | 100.00% | 100.00% | 0.97% | 0.00% | - | - | 27.059386 | 4.290874 | 35.100635 | 20.564154 | 18.203232 | 10.632496 | 6.061898 | -2.651313 | 0.0494 | 0.3071 | 0.0631 | nan | nan |
| 2459873 | RF_maintenance | 100.00% | 100.00% | 0.00% | 0.00% | - | - | 20.370713 | 5.080397 | 45.395607 | 31.627603 | 7.318817 | 7.764768 | 2.555715 | -1.606463 | 0.0526 | 0.3096 | 0.1185 | nan | nan |
| 2459872 | RF_maintenance | 100.00% | 100.00% | 0.35% | 0.00% | - | - | 17.740148 | 3.946074 | 58.168013 | 40.631914 | 20.169271 | 14.975952 | 3.878118 | -3.081391 | 0.0434 | 0.3040 | 0.0536 | nan | nan |
| 2459871 | RF_maintenance | 100.00% | 100.00% | 0.05% | 0.00% | - | - | 14.252724 | 2.301680 | 62.750216 | 40.050105 | 18.089919 | 17.354953 | 2.202508 | -2.059292 | 0.0469 | 0.3121 | 0.0674 | nan | nan |
| 2459870 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 23.991393 | 25.411482 | 47.258970 | 48.657795 | 10.714618 | 18.058927 | 5.576546 | 5.930721 | 0.0262 | 0.0283 | 0.0010 | nan | nan |
| 2459869 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 20.184019 | 20.296504 | 47.239342 | 48.341116 | 15.825354 | 23.102266 | 6.861780 | 6.282650 | 0.0259 | 0.0287 | 0.0013 | nan | nan |
| 2459868 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 21.867615 | 23.473369 | 71.526221 | 73.246728 | 10.856529 | 17.177260 | 5.831566 | 6.081510 | 0.0259 | 0.0282 | 0.0012 | nan | nan |
| 2459867 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 15.225504 | 16.769055 | 56.164788 | 57.969196 | 5.767494 | 9.970593 | 3.879631 | 3.854826 | 0.0268 | 0.0296 | 0.0015 | nan | nan |
| 2459866 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 17.590918 | 19.091196 | 52.925169 | 54.819144 | 6.435718 | 11.136319 | 1.640045 | 1.498369 | 0.0263 | 0.0291 | 0.0017 | nan | nan |
| 2459865 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 19.357600 | 21.273230 | 64.268673 | 66.762996 | 15.710081 | 24.075097 | 15.399520 | 13.230644 | 0.0260 | 0.0280 | 0.0009 | nan | nan |
| 2459864 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 23.542706 | 26.193926 | 25.712281 | 27.306161 | 8.248780 | 13.455651 | 6.395569 | 7.475627 | 0.0266 | 0.0285 | 0.0010 | nan | nan |
| 2459863 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 14.208671 | 15.691842 | 8.134684 | 8.810290 | 3.003465 | 5.154045 | 2.897216 | 3.227367 | 0.0260 | 0.0288 | 0.0013 | nan | nan |
| 2459862 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 14.045760 | 15.963033 | 29.392723 | 31.386518 | 12.532280 | 19.036379 | 2.163686 | 2.272045 | 0.0266 | 0.0310 | 0.0021 | nan | nan |
| 2459861 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459860 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 11.899613 | 13.109387 | 24.674068 | 26.209761 | 14.699867 | 21.776247 | 2.514414 | 2.234824 | 0.0263 | 0.0283 | 0.0009 | nan | nan |
| 2459859 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 9.938004 | 11.134777 | 8.888248 | 9.731488 | 2.242519 | 2.856871 | 1.292810 | 1.356732 | 0.0267 | 0.0288 | 0.0011 | nan | nan |
| 2459858 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.769303 | 11.790279 | 9.190506 | 9.973835 | 2.275862 | 2.987025 | 2.716679 | 2.667099 | 0.0262 | 0.0283 | 0.0006 | 1.163654 | 1.161475 |
| 2459857 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 5.881337 | 6.368575 | 1.515737 | 1.553037 | 1.708105 | 2.372621 | 7.329048 | 8.661734 | 0.0248 | 0.0236 | 0.0009 | nan | nan |
| 2459856 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.101788 | 18.009975 | 23.214186 | 24.539051 | 6.627700 | 12.273758 | 3.544972 | 3.886714 | 0.0270 | 0.0291 | 0.0011 | 1.217898 | 1.211888 |
| 2459855 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.832641 | 17.557127 | 24.238585 | 25.389837 | 2.752306 | 4.301116 | 1.643268 | 1.558579 | 0.0264 | 0.0290 | 0.0009 | 1.218165 | 1.216370 |
| 2459854 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.886219 | 15.892363 | 18.573882 | 19.379194 | 3.860459 | 4.284877 | 4.111537 | 4.307065 | 0.0261 | 0.0290 | 0.0012 | 1.210996 | 1.211433 |
| 2459853 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.052641 | 15.629237 | 25.216981 | 26.869425 | 6.976906 | 11.016164 | 4.451049 | 4.592447 | 0.0265 | 0.0295 | 0.0012 | 1.230970 | 1.227278 |
| 2459852 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.358926 | 16.096783 | 26.010512 | 28.062292 | 15.635094 | 19.883910 | 16.768849 | 16.523474 | 0.0265 | 0.0276 | 0.0004 | 1.175723 | 1.173140 |
| 2459851 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459850 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.398638 | 18.573970 | 23.096132 | 25.003018 | 10.314246 | 19.909083 | 7.608556 | 17.209145 | 0.0265 | 0.0279 | 0.0005 | 1.239981 | 1.237610 |
| 2459849 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.602812 | 17.037657 | 46.632345 | 49.421275 | 7.082790 | 12.974258 | 4.802174 | 6.633164 | 0.0261 | 0.0292 | 0.0011 | 1.227843 | 1.225617 |
| 2459848 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.181469 | 15.213435 | 29.925537 | 32.245569 | 14.318920 | 21.852401 | 3.682567 | 4.428741 | 0.0258 | 0.0305 | 0.0019 | 1.242601 | 1.242122 |
| 2459847 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.306153 | 17.680078 | 27.914802 | 30.421172 | 21.887698 | 28.291102 | 1.690015 | 1.793964 | 0.0265 | 0.0277 | 0.0003 | 1.221028 | 1.217725 |
| 2459846 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 25.821928 | 26.462408 | 33.870474 | 35.406453 | 21.635094 | 21.049575 | 5.333480 | 4.993361 | 0.0260 | 0.0272 | 0.0001 | 1.282803 | 1.265103 |
| 2459845 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.031091 | 19.490244 | 39.654233 | 41.654400 | 10.142497 | 16.679151 | 2.687607 | 2.091355 | 0.0260 | 0.0321 | 0.0025 | 1.253537 | 1.218047 |
| 2459844 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 12.452788 | 15.230877 | 6.436020 | 8.098123 | 2.067004 | 2.705341 | 10.510509 | 12.054114 | 0.0263 | 0.0234 | 0.0016 | nan | nan |
| 2459843 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.888832 | 20.100858 | 18.047712 | 19.929449 | 64.390789 | 70.990295 | 2.005752 | 2.683322 | 0.0501 | 0.0527 | 0.0027 | 1.333868 | 1.331214 |
| 2459842 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 11.326766 | 14.691531 | 8.946632 | 10.318651 | -0.030213 | -0.576980 | 1.275218 | 1.767587 | 0.0462 | 0.0473 | 0.0026 | 1.245571 | 1.244632 |
| 2459841 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 11.891697 | 13.325199 | 4.826883 | 7.679846 | 4.702741 | 6.537668 | 8.807218 | 10.940745 | 0.0900 | 0.0910 | 0.0236 | nan | nan |
| 2459839 | RF_maintenance | 100.00% | - | - | - | - | - | 0.901619 | 0.905687 | 0.505439 | 3.229137 | 2.463585 | 2.152006 | 10.324409 | 11.038001 | nan | nan | nan | nan | nan |
| 2459838 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.062929 | 22.222967 | 22.644730 | 24.771178 | 20.246088 | 30.106182 | 2.118371 | 2.608036 | 0.0492 | 0.0496 | 0.0014 | 0.000000 | 0.000000 |
| 2459836 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.1329 | 0.1326 | 0.0144 | nan | nan |
| 2459835 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 2.018997 | 2.407534 | 2.500978 | 3.222856 | -0.070914 | 0.445156 | 2.748045 | 3.368709 | 0.1392 | 0.1430 | 0.0130 | nan | nan |
| 2459833 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 4.707167 | 4.744610 | 3.531293 | 4.634944 | 3.094991 | 5.843910 | 10.621538 | 13.747152 | 0.1234 | 0.1232 | 0.0105 | nan | nan |
| 2459832 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 34.817844 | 38.454380 | 25.334217 | 27.089679 | 14.094390 | 11.804120 | 3.258747 | 3.356019 | 0.0465 | 0.0462 | 0.0006 | 1.286126 | 1.279597 |
| 2459831 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 0.639141 | 0.626042 | 0.277616 | 3.369676 | 2.181276 | 2.075189 | 6.625179 | 8.318073 | 0.0274 | 0.0249 | 0.0014 | nan | nan |
| 2459830 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 35.101566 | 37.904056 | 36.059309 | 38.412087 | 39.996038 | 36.104026 | 6.457776 | 6.867717 | 0.0447 | 0.0448 | 0.0002 | 1.199116 | 1.196047 |
| 2459829 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 33.430372 | 38.529864 | 29.355043 | 31.440418 | 28.976383 | 32.065284 | 9.304355 | 9.904118 | 0.0448 | 0.0450 | 0.0007 | 0.000000 | 0.000000 |
| 2459828 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 28.923647 | 31.957804 | 31.616360 | 33.456452 | 36.836185 | 33.425072 | 14.643685 | 14.976787 | 0.0496 | 0.0510 | 0.0009 | 1.207337 | 1.196516 |
| 2459827 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.083415 | 29.573531 | 35.678397 | 38.340870 | 24.792955 | 26.249910 | 1.731747 | 1.819729 | 0.0459 | 0.0466 | 0.0006 | 1.214590 | 1.214839 |
| 2459826 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.937441 | 29.214018 | 39.968816 | 42.130518 | 49.176933 | 45.284280 | 8.686394 | 9.545877 | 0.0465 | 0.0487 | 0.0014 | 1.282367 | 1.282218 |
| 2459825 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 29.003751 | 30.620970 | 31.896010 | 33.713304 | 27.730667 | 25.605155 | 1.328546 | 1.423087 | 0.0449 | 0.0456 | 0.0010 | 0.000000 | 0.000000 |
| 2459824 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.280899 | 21.412093 | 25.574030 | 27.684360 | 14.063217 | 21.581009 | 15.058273 | 15.388011 | 0.0440 | 0.0441 | 0.0014 | 0.000000 | 0.000000 |
| 2459823 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.820965 | 25.285743 | 47.505866 | 49.711772 | 34.527857 | 36.056200 | 30.332159 | 32.822204 | 0.0419 | 0.0415 | 0.0006 | 0.000000 | 0.000000 |
| 2459822 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 27.357952 | 29.113814 | 43.454197 | 45.755632 | 30.891378 | 29.539243 | 1.581160 | 1.264974 | 0.0451 | 0.0461 | 0.0007 | 0.000000 | 0.000000 |
| 2459821 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 28.645932 | 31.046237 | 44.639477 | 46.625688 | 28.354356 | 27.962986 | 2.777202 | 3.367765 | 0.0442 | 0.0450 | 0.0005 | 1.456678 | 1.451684 |
| 2459820 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 25.439467 | 29.330242 | 35.647652 | 38.221492 | 66.792327 | 68.977963 | 6.257908 | 6.709594 | 0.0515 | 0.0525 | 0.0005 | 0.000000 | 0.000000 |
| 2459817 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.228647 | 26.181205 | 43.230248 | 45.179580 | 36.656043 | 36.788838 | 3.798668 | 4.094257 | 0.0496 | 0.0523 | 0.0017 | 0.936003 | 0.952401 |
| 2459816 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.810865 | 22.627726 | 43.424915 | 46.179207 | 46.858403 | 45.366772 | 9.186605 | 10.483065 | 0.0474 | 0.0499 | 0.0015 | 1.366524 | 1.348305 |
| 2459815 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 23.149763 | 24.473655 | 47.242131 | 49.574645 | 47.987564 | 48.384092 | 12.243501 | 13.937395 | 0.0436 | 0.0447 | 0.0014 | 1.130002 | 1.130839 |
| 2459814 | RF_maintenance | 0.00% | - | - | - | - | - | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459813 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Power | 55.988688 | 4.608405 | 15.589000 | 37.525597 | 55.988688 | 7.379846 | 7.878007 | -4.264914 | 6.395333 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Power | 62.388975 | 8.007690 | 25.881238 | 44.616946 | 62.388975 | 10.470220 | 11.165268 | -2.238581 | 3.098674 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Power | 71.281776 | 5.160219 | 14.588528 | 49.486524 | 71.281776 | 20.056809 | 22.008571 | 5.853843 | 9.349128 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Power | 59.038129 | 5.238399 | 17.782749 | 39.851675 | 59.038129 | 6.252713 | 6.783216 | -2.739817 | 3.085430 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Power | 10.396539 | 1.426536 | 9.277913 | 0.733194 | 10.396539 | 0.379391 | 1.384787 | -2.894257 | 2.901774 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Power | 71.515558 | 5.012816 | 15.999521 | 46.986521 | 71.515558 | 9.363508 | 11.581788 | -5.031830 | 9.500149 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Power | 51.394091 | 18.157988 | 3.234096 | 51.394091 | 29.770238 | 29.798145 | 21.228733 | 8.126281 | -2.799075 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Power | 67.332110 | 19.122962 | 4.474985 | 67.332110 | 44.727187 | 13.292381 | 9.559611 | 4.275396 | 5.359168 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Power | 35.100635 | 27.059386 | 4.290874 | 35.100635 | 20.564154 | 18.203232 | 10.632496 | 6.061898 | -2.651313 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Power | 45.395607 | 20.370713 | 5.080397 | 45.395607 | 31.627603 | 7.318817 | 7.764768 | 2.555715 | -1.606463 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Power | 58.168013 | 3.946074 | 17.740148 | 40.631914 | 58.168013 | 14.975952 | 20.169271 | -3.081391 | 3.878118 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Power | 62.750216 | 2.301680 | 14.252724 | 40.050105 | 62.750216 | 17.354953 | 18.089919 | -2.059292 | 2.202508 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 48.657795 | 23.991393 | 25.411482 | 47.258970 | 48.657795 | 10.714618 | 18.058927 | 5.576546 | 5.930721 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 48.341116 | 20.184019 | 20.296504 | 47.239342 | 48.341116 | 15.825354 | 23.102266 | 6.861780 | 6.282650 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 73.246728 | 21.867615 | 23.473369 | 71.526221 | 73.246728 | 10.856529 | 17.177260 | 5.831566 | 6.081510 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 57.969196 | 15.225504 | 16.769055 | 56.164788 | 57.969196 | 5.767494 | 9.970593 | 3.879631 | 3.854826 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 54.819144 | 19.091196 | 17.590918 | 54.819144 | 52.925169 | 11.136319 | 6.435718 | 1.498369 | 1.640045 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 66.762996 | 19.357600 | 21.273230 | 64.268673 | 66.762996 | 15.710081 | 24.075097 | 15.399520 | 13.230644 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 27.306161 | 26.193926 | 23.542706 | 27.306161 | 25.712281 | 13.455651 | 8.248780 | 7.475627 | 6.395569 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Shape | 15.691842 | 14.208671 | 15.691842 | 8.134684 | 8.810290 | 3.003465 | 5.154045 | 2.897216 | 3.227367 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 31.386518 | 14.045760 | 15.963033 | 29.392723 | 31.386518 | 12.532280 | 19.036379 | 2.163686 | 2.272045 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 26.209761 | 11.899613 | 13.109387 | 24.674068 | 26.209761 | 14.699867 | 21.776247 | 2.514414 | 2.234824 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Shape | 11.134777 | 9.938004 | 11.134777 | 8.888248 | 9.731488 | 2.242519 | 2.856871 | 1.292810 | 1.356732 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Shape | 11.790279 | 11.790279 | 10.769303 | 9.973835 | 9.190506 | 2.987025 | 2.275862 | 2.667099 | 2.716679 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Temporal Discontinuties | 8.661734 | 6.368575 | 5.881337 | 1.553037 | 1.515737 | 2.372621 | 1.708105 | 8.661734 | 7.329048 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 24.539051 | 16.101788 | 18.009975 | 23.214186 | 24.539051 | 6.627700 | 12.273758 | 3.544972 | 3.886714 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 25.389837 | 17.557127 | 16.832641 | 25.389837 | 24.238585 | 4.301116 | 2.752306 | 1.558579 | 1.643268 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 19.379194 | 15.892363 | 16.886219 | 19.379194 | 18.573882 | 4.284877 | 3.860459 | 4.307065 | 4.111537 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 26.869425 | 15.629237 | 14.052641 | 26.869425 | 25.216981 | 11.016164 | 6.976906 | 4.592447 | 4.451049 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 28.062292 | 13.358926 | 16.096783 | 26.010512 | 28.062292 | 15.635094 | 19.883910 | 16.768849 | 16.523474 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 25.003018 | 13.398638 | 18.573970 | 23.096132 | 25.003018 | 10.314246 | 19.909083 | 7.608556 | 17.209145 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 49.421275 | 15.602812 | 17.037657 | 46.632345 | 49.421275 | 7.082790 | 12.974258 | 4.802174 | 6.633164 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 32.245569 | 15.213435 | 14.181469 | 32.245569 | 29.925537 | 21.852401 | 14.318920 | 4.428741 | 3.682567 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 30.421172 | 17.680078 | 16.306153 | 30.421172 | 27.914802 | 28.291102 | 21.887698 | 1.793964 | 1.690015 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 35.406453 | 25.821928 | 26.462408 | 33.870474 | 35.406453 | 21.635094 | 21.049575 | 5.333480 | 4.993361 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 41.654400 | 19.490244 | 18.031091 | 41.654400 | 39.654233 | 16.679151 | 10.142497 | 2.091355 | 2.687607 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Shape | 15.230877 | 12.452788 | 15.230877 | 6.436020 | 8.098123 | 2.067004 | 2.705341 | 10.510509 | 12.054114 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Temporal Variability | 70.990295 | 20.100858 | 18.888832 | 19.929449 | 18.047712 | 70.990295 | 64.390789 | 2.683322 | 2.005752 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Shape | 14.691531 | 11.326766 | 14.691531 | 8.946632 | 10.318651 | -0.030213 | -0.576980 | 1.275218 | 1.767587 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Shape | 13.325199 | 11.891697 | 13.325199 | 4.826883 | 7.679846 | 4.702741 | 6.537668 | 8.807218 | 10.940745 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Temporal Discontinuties | 11.038001 | 0.905687 | 0.901619 | 3.229137 | 0.505439 | 2.152006 | 2.463585 | 11.038001 | 10.324409 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Temporal Variability | 30.106182 | 22.222967 | 19.062929 | 24.771178 | 22.644730 | 30.106182 | 20.246088 | 2.608036 | 2.118371 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Temporal Discontinuties | 3.368709 | 2.407534 | 2.018997 | 3.222856 | 2.500978 | 0.445156 | -0.070914 | 3.368709 | 2.748045 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Temporal Discontinuties | 13.747152 | 4.744610 | 4.707167 | 4.634944 | 3.531293 | 5.843910 | 3.094991 | 13.747152 | 10.621538 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Shape | 38.454380 | 34.817844 | 38.454380 | 25.334217 | 27.089679 | 14.094390 | 11.804120 | 3.258747 | 3.356019 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Temporal Discontinuties | 8.318073 | 0.639141 | 0.626042 | 0.277616 | 3.369676 | 2.181276 | 2.075189 | 6.625179 | 8.318073 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Temporal Variability | 39.996038 | 35.101566 | 37.904056 | 36.059309 | 38.412087 | 39.996038 | 36.104026 | 6.457776 | 6.867717 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Shape | 38.529864 | 38.529864 | 33.430372 | 31.440418 | 29.355043 | 32.065284 | 28.976383 | 9.904118 | 9.304355 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Temporal Variability | 36.836185 | 31.957804 | 28.923647 | 33.456452 | 31.616360 | 33.425072 | 36.836185 | 14.976787 | 14.643685 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 38.340870 | 26.083415 | 29.573531 | 35.678397 | 38.340870 | 24.792955 | 26.249910 | 1.731747 | 1.819729 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Temporal Variability | 49.176933 | 29.214018 | 26.937441 | 42.130518 | 39.968816 | 45.284280 | 49.176933 | 9.545877 | 8.686394 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 33.713304 | 30.620970 | 29.003751 | 33.713304 | 31.896010 | 25.605155 | 27.730667 | 1.423087 | 1.328546 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 27.684360 | 17.280899 | 21.412093 | 25.574030 | 27.684360 | 14.063217 | 21.581009 | 15.058273 | 15.388011 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 49.711772 | 25.285743 | 24.820965 | 49.711772 | 47.505866 | 36.056200 | 34.527857 | 32.822204 | 30.332159 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 45.755632 | 27.357952 | 29.113814 | 43.454197 | 45.755632 | 30.891378 | 29.539243 | 1.581160 | 1.264974 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 46.625688 | 31.046237 | 28.645932 | 46.625688 | 44.639477 | 27.962986 | 28.354356 | 3.367765 | 2.777202 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Temporal Variability | 68.977963 | 25.439467 | 29.330242 | 35.647652 | 38.221492 | 66.792327 | 68.977963 | 6.257908 | 6.709594 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 45.179580 | 24.228647 | 26.181205 | 43.230248 | 45.179580 | 36.656043 | 36.788838 | 3.798668 | 4.094257 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | ee Temporal Variability | 46.858403 | 22.627726 | 19.810865 | 46.179207 | 43.424915 | 45.366772 | 46.858403 | 10.483065 | 9.186605 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Power | 49.574645 | 24.473655 | 23.149763 | 49.574645 | 47.242131 | 48.384092 | 47.987564 | 13.937395 | 12.243501 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 150 | N15 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |